Text-to-SQL search promises powerful access to enterprise data, but poorly designed systems can generate incorrect queries, expose sensitive data, or incur unexpected execution costs.
To win, your text-to-SQL capabilities must produce accurate, safe, and cost-aware queries aligned to real schemas.
Teams implementing text-to-SQL search commonly struggle with:
- Model misalignment: Translation models that misunderstand schemas, joins, or business semantics.
- Ambiguous queries: Natural language questions that lead to incorrect, unsafe, or poorly formatted SQL.
- Operational risk: Limited controls over permissions, query safety, accuracy, and execution cost.
Uncontrolled text-to-SQL systems can expose data, degrade trust, and create real financial and operational risk.
In this hands-on workshop, your team designs and evaluates text-to-SQL search workflows that balance usability, safety, and accuracy.
- Understand how modern text-to-SQL translation models generate structured queries.
- Align natural language questions with enterprise schemas and data constraints.
- Improve query disambiguation and SQL formatting for correctness and readability.
- Manage permissions and enforce query safety to protect sensitive data.
- Evaluate output accuracy and execution cost to support production use.
- Understanding Text-to-SQL Translation Models
- Aligning Questions with Structured Schemas
- Improving Query Disambiguation and Formatting
- Managing Permissions and Query Safety
- Evaluating Output Accuracy and Execution Cost
- Understand the strengths and limits of text-to-SQL translation models.
- Design workflows that align user questions to real-world schemas.
- Reduce ambiguity and errors in generated SQL queries.
- Apply safety and permission controls to protect enterprise data.
- Evaluate text-to-SQL outputs for both accuracy and cost efficiency.
Who Should Attend:
Solution Essentials
Virtual or in-person
8 hours
Intermediate; SQL and backend experience recommended
Text-to-SQL models, structured schemas, controlled execution environments